annotate toolboxes/alps/ALPS/cgsolve.m @ 186:9c418bea7f6a bug_386

Addresses Bug #386: removed the 4th output variable (versn) in all calls of function fileparts.
author luisf <luis.figueira@eecs.qmul.ac.uk>
date Thu, 09 Feb 2012 17:25:14 +0000
parents 0de08f68256b
children
rev   line source
ivan@154 1 % cgsolve.m
ivan@154 2 %
ivan@154 3 % Solve a symmetric positive definite system Ax = b via conjugate gradients.
ivan@154 4 %
ivan@154 5 % Usage: [x, res, iter] = cgsolve(A, b, tol, maxiter, verbose)
ivan@154 6 %
ivan@154 7 % A - Either an NxN matrix, or a function handle.
ivan@154 8 %
ivan@154 9 % b - N vector
ivan@154 10 %
ivan@154 11 % tol - Desired precision. Algorithm terminates when
ivan@154 12 % norm(Ax-b)/norm(b) < tol .
ivan@154 13 %
ivan@154 14 % maxiter - Maximum number of iterations.
ivan@154 15 %
ivan@154 16 % verbose - If 0, do not print out progress messages.
ivan@154 17 % Default = 1.
ivan@154 18 %
ivan@154 19 % Written by: Justin Romberg, Caltech
ivan@154 20 % Email: jrom@acm.caltech.edu
ivan@154 21 % Created: October 2005
ivan@154 22 %
ivan@154 23
ivan@154 24 function [x, res, iter] = cgsolve(A, b, tol, maxiter, verbose)
ivan@154 25
ivan@154 26 if (nargin < 5), verbose = 1; end
ivan@154 27
ivan@154 28 implicit = isa(A,'function_handle');
ivan@154 29
ivan@154 30 x = zeros(length(b),1);
ivan@154 31 r = b;
ivan@154 32 d = r;
ivan@154 33 delta = r'*r;
ivan@154 34 delta0 = b'*b;
ivan@154 35 numiter = 0;
ivan@154 36 bestx = x;
ivan@154 37 bestres = sqrt(delta/delta0);
ivan@154 38 while ((numiter < maxiter) & (delta > tol^2*delta0))
ivan@154 39
ivan@154 40 % q = A*d
ivan@154 41 if (implicit), q = A(d); else, q = A*d; end
ivan@154 42
ivan@154 43 alpha = delta/(d'*q);
ivan@154 44 x = x + alpha*d;
ivan@154 45
ivan@154 46 if (mod(numiter+1,50) == 0)
ivan@154 47 % r = b - Aux*x
ivan@154 48 if (implicit), r = b - A(x); else, r = b - A*x; end
ivan@154 49 else
ivan@154 50 r = r - alpha*q;
ivan@154 51 end
ivan@154 52
ivan@154 53 deltaold = delta;
ivan@154 54 delta = r'*r;
ivan@154 55 beta = delta/deltaold;
ivan@154 56 d = r + beta*d;
ivan@154 57 numiter = numiter + 1;
ivan@154 58 if (sqrt(delta/delta0) < bestres)
ivan@154 59 bestx = x;
ivan@154 60 bestres = sqrt(delta/delta0);
ivan@154 61 end
ivan@154 62
ivan@154 63 if ((verbose) & (mod(numiter,50)==0))
ivan@154 64 disp(sprintf('cg: Iter = %d, Best residual = %8.3e, Current residual = %8.3e', ...
ivan@154 65 numiter, bestres, sqrt(delta/delta0)));
ivan@154 66 end
ivan@154 67
ivan@154 68 end
ivan@154 69
ivan@154 70 if (verbose)
ivan@154 71 disp(sprintf('cg: Iterations = %d, best residual = %14.8e', numiter, bestres));
ivan@154 72 end
ivan@154 73 x = bestx;
ivan@154 74 res = bestres;
ivan@154 75 iter = numiter;
ivan@154 76